{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "import requests\n",
    "import time\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>locationId</th>\n",
       "      <th>continentName</th>\n",
       "      <th>continentEnglishName</th>\n",
       "      <th>countryName</th>\n",
       "      <th>countryEnglishName</th>\n",
       "      <th>countryFullName</th>\n",
       "      <th>provinceName</th>\n",
       "      <th>provinceEnglishName</th>\n",
       "      <th>provinceShortName</th>\n",
       "      <th>currentConfirmedCount</th>\n",
       "      <th>confirmedCount</th>\n",
       "      <th>suspectedCount</th>\n",
       "      <th>curedCount</th>\n",
       "      <th>deadCount</th>\n",
       "      <th>comment</th>\n",
       "      <th>cities</th>\n",
       "      <th>updateTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>961006</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>29779</td>\n",
       "      <td>47574</td>\n",
       "      <td>0</td>\n",
       "      <td>11782</td>\n",
       "      <td>6013</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688926795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>964006</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>Russia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>Russia</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>236696</td>\n",
       "      <td>485235</td>\n",
       "      <td>0</td>\n",
       "      <td>242397</td>\n",
       "      <td>6142</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688926795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>985004</td>\n",
       "      <td>非洲</td>\n",
       "      <td>Africa</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>1768</td>\n",
       "      <td>2156</td>\n",
       "      <td>0</td>\n",
       "      <td>361</td>\n",
       "      <td>27</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688926795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>963003</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>德国</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Germany</td>\n",
       "      <td>德国</td>\n",
       "      <td>Germany</td>\n",
       "      <td>德国</td>\n",
       "      <td>5542</td>\n",
       "      <td>184453</td>\n",
       "      <td>0</td>\n",
       "      <td>170200</td>\n",
       "      <td>8711</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688926795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>973002</td>\n",
       "      <td>南美洲</td>\n",
       "      <td>South America</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Bolivia (Plurinational State of)</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>12745</td>\n",
       "      <td>13358</td>\n",
       "      <td>0</td>\n",
       "      <td>159</td>\n",
       "      <td>454</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688620807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>953004</td>\n",
       "      <td>亚洲</td>\n",
       "      <td>Asia</td>\n",
       "      <td>马尔代夫</td>\n",
       "      <td>Maldives</td>\n",
       "      <td>Maldives</td>\n",
       "      <td>马尔代夫</td>\n",
       "      <td>Maldives</td>\n",
       "      <td>马尔代夫</td>\n",
       "      <td>1178</td>\n",
       "      <td>1903</td>\n",
       "      <td>0</td>\n",
       "      <td>717</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688620807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>985006</td>\n",
       "      <td>非洲</td>\n",
       "      <td>Africa</td>\n",
       "      <td>卢旺达</td>\n",
       "      <td>Republic of Rwanda</td>\n",
       "      <td>Rwanda</td>\n",
       "      <td>卢旺达</td>\n",
       "      <td>Republic of Rwanda</td>\n",
       "      <td>卢旺达</td>\n",
       "      <td>152</td>\n",
       "      <td>451</td>\n",
       "      <td>0</td>\n",
       "      <td>297</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688620807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>954005</td>\n",
       "      <td>亚洲</td>\n",
       "      <td>Asia</td>\n",
       "      <td>乌兹别克斯坦</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>Uzbekstan</td>\n",
       "      <td>乌兹别克斯坦</td>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>乌兹别克斯坦</td>\n",
       "      <td>1699</td>\n",
       "      <td>4352</td>\n",
       "      <td>0</td>\n",
       "      <td>2636</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688620807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>965013</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>塞尔维亚</td>\n",
       "      <td>Republic of Serbia</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>塞尔维亚</td>\n",
       "      <td>Republic of Serbia</td>\n",
       "      <td>塞尔维亚</td>\n",
       "      <td>922</td>\n",
       "      <td>13130</td>\n",
       "      <td>0</td>\n",
       "      <td>11927</td>\n",
       "      <td>281</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688620807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>954001</td>\n",
       "      <td>亚洲</td>\n",
       "      <td>Asia</td>\n",
       "      <td>哈萨克斯坦</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>哈萨克斯坦</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>哈萨克斯坦</td>\n",
       "      <td>6975</td>\n",
       "      <td>14770</td>\n",
       "      <td>0</td>\n",
       "      <td>7737</td>\n",
       "      <td>58</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>1591688620807</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   locationId continentName continentEnglishName countryName  \\\n",
       "0      961006            欧洲               Europe          荷兰   \n",
       "1      964006            欧洲               Europe         俄罗斯   \n",
       "2      985004            非洲               Africa       埃塞俄比亚   \n",
       "3      963003            欧洲               Europe          德国   \n",
       "4      973002           南美洲        South America        玻利维亚   \n",
       "5      953004            亚洲                 Asia        马尔代夫   \n",
       "6      985006            非洲               Africa         卢旺达   \n",
       "7      954005            亚洲                 Asia      乌兹别克斯坦   \n",
       "8      965013            欧洲               Europe        塞尔维亚   \n",
       "9      954001            亚洲                 Asia       哈萨克斯坦   \n",
       "\n",
       "   countryEnglishName                   countryFullName provinceName  \\\n",
       "0         Netherlands                       Netherlands           荷兰   \n",
       "1              Russia                Russian Federation          俄罗斯   \n",
       "2            Ethiopia                          Ethiopia        埃塞俄比亚   \n",
       "3             Germany                           Germany           德国   \n",
       "4             Bolivia  Bolivia (Plurinational State of)         玻利维亚   \n",
       "5            Maldives                          Maldives         马尔代夫   \n",
       "6  Republic of Rwanda                            Rwanda          卢旺达   \n",
       "7          Uzbekistan                         Uzbekstan       乌兹别克斯坦   \n",
       "8  Republic of Serbia                            Serbia         塞尔维亚   \n",
       "9          Kazakhstan                        Kazakhstan        哈萨克斯坦   \n",
       "\n",
       "  provinceEnglishName provinceShortName  currentConfirmedCount  \\\n",
       "0         Netherlands                荷兰                  29779   \n",
       "1              Russia               俄罗斯                 236696   \n",
       "2            Ethiopia             埃塞俄比亚                   1768   \n",
       "3             Germany                德国                   5542   \n",
       "4             Bolivia              玻利维亚                  12745   \n",
       "5            Maldives              马尔代夫                   1178   \n",
       "6  Republic of Rwanda               卢旺达                    152   \n",
       "7          Uzbekistan            乌兹别克斯坦                   1699   \n",
       "8  Republic of Serbia              塞尔维亚                    922   \n",
       "9          Kazakhstan             哈萨克斯坦                   6975   \n",
       "\n",
       "   confirmedCount  suspectedCount  curedCount  deadCount comment cities  \\\n",
       "0           47574               0       11782       6013           None   \n",
       "1          485235               0      242397       6142           None   \n",
       "2            2156               0         361         27           None   \n",
       "3          184453               0      170200       8711           None   \n",
       "4           13358               0         159        454           None   \n",
       "5            1903               0         717          8           None   \n",
       "6             451               0         297          2           None   \n",
       "7            4352               0        2636         17           None   \n",
       "8           13130               0       11927        281           None   \n",
       "9           14770               0        7737         58           None   \n",
       "\n",
       "      updateTime  \n",
       "0  1591688926795  \n",
       "1  1591688926795  \n",
       "2  1591688926795  \n",
       "3  1591688926795  \n",
       "4  1591688620807  \n",
       "5  1591688620807  \n",
       "6  1591688620807  \n",
       "7  1591688620807  \n",
       "8  1591688620807  \n",
       "9  1591688620807  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result = requests.get('https://lab.isaaclin.cn/nCoV/api/area')\n",
    "data = result.json()\n",
    "df = pd.DataFrame.from_records(data['results'])\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>locationId</th>\n",
       "      <th>continentName</th>\n",
       "      <th>continentEnglishName</th>\n",
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       "      <th>deadCount</th>\n",
       "      <th>comment</th>\n",
       "      <th>cities</th>\n",
       "      <th>updateTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>961006</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>29779</td>\n",
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       "      <td>0</td>\n",
       "      <td>11782</td>\n",
       "      <td>6013</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>964006</td>\n",
       "      <td>欧洲</td>\n",
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       "      <td>俄罗斯</td>\n",
       "      <td>Russia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>Russia</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>236696</td>\n",
       "      <td>485235</td>\n",
       "      <td>0</td>\n",
       "      <td>242397</td>\n",
       "      <td>6142</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>985004</td>\n",
       "      <td>非洲</td>\n",
       "      <td>Africa</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>1768</td>\n",
       "      <td>2156</td>\n",
       "      <td>0</td>\n",
       "      <td>361</td>\n",
       "      <td>27</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>963003</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>德国</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Germany</td>\n",
       "      <td>德国</td>\n",
       "      <td>Germany</td>\n",
       "      <td>德国</td>\n",
       "      <td>5542</td>\n",
       "      <td>184453</td>\n",
       "      <td>0</td>\n",
       "      <td>170200</td>\n",
       "      <td>8711</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>973002</td>\n",
       "      <td>南美洲</td>\n",
       "      <td>South America</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Bolivia (Plurinational State of)</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>12745</td>\n",
       "      <td>13358</td>\n",
       "      <td>0</td>\n",
       "      <td>159</td>\n",
       "      <td>454</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>0</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>大不列颠及北爱尔兰联合王国</td>\n",
       "      <td>United Kingdom of Great Britain and Ireland</td>\n",
       "      <td>None</td>\n",
       "      <td>大不列颠及北爱尔兰联合王国</td>\n",
       "      <td>United Kingdom of Great Britain and Ireland</td>\n",
       "      <td>大不列颠及北爱尔兰联合王国</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>0</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>英国（含北爱尔兰）</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>None</td>\n",
       "      <td>英国（含北爱尔兰）</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>英国（含北爱尔兰）</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>0</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>北爱尔兰</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>None</td>\n",
       "      <td>北爱尔兰</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>北爱尔兰</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>630000</td>\n",
       "      <td>亚洲</td>\n",
       "      <td>Asia</td>\n",
       "      <td>中国</td>\n",
       "      <td>China</td>\n",
       "      <td>None</td>\n",
       "      <td>青海省</td>\n",
       "      <td>Qinghai</td>\n",
       "      <td>青海</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[{'cityName': '西宁', 'currentConfirmedCount': 0...</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>540000</td>\n",
       "      <td>亚洲</td>\n",
       "      <td>Asia</td>\n",
       "      <td>中国</td>\n",
       "      <td>China</td>\n",
       "      <td>None</td>\n",
       "      <td>西藏自治区</td>\n",
       "      <td>Xizang</td>\n",
       "      <td>西藏</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[{'cityName': '拉萨', 'currentConfirmedCount': 0...</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>257 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     locationId continentName continentEnglishName    countryName  \\\n",
       "0        961006            欧洲               Europe             荷兰   \n",
       "1        964006            欧洲               Europe            俄罗斯   \n",
       "2        985004            非洲               Africa          埃塞俄比亚   \n",
       "3        963003            欧洲               Europe             德国   \n",
       "4        973002           南美洲        South America           玻利维亚   \n",
       "..          ...           ...                  ...            ...   \n",
       "252           0            欧洲               Europe  大不列颠及北爱尔兰联合王国   \n",
       "253           0            欧洲               Europe      英国（含北爱尔兰）   \n",
       "254           0            欧洲               Europe           北爱尔兰   \n",
       "255      630000            亚洲                 Asia             中国   \n",
       "256      540000            亚洲                 Asia             中国   \n",
       "\n",
       "                              countryEnglishName  \\\n",
       "0                                    Netherlands   \n",
       "1                                         Russia   \n",
       "2                                       Ethiopia   \n",
       "3                                        Germany   \n",
       "4                                        Bolivia   \n",
       "..                                           ...   \n",
       "252  United Kingdom of Great Britain and Ireland   \n",
       "253                               United Kingdom   \n",
       "254                             Northern Ireland   \n",
       "255                                        China   \n",
       "256                                        China   \n",
       "\n",
       "                      countryFullName   provinceName  \\\n",
       "0                         Netherlands             荷兰   \n",
       "1                  Russian Federation            俄罗斯   \n",
       "2                            Ethiopia          埃塞俄比亚   \n",
       "3                             Germany             德国   \n",
       "4    Bolivia (Plurinational State of)           玻利维亚   \n",
       "..                                ...            ...   \n",
       "252                              None  大不列颠及北爱尔兰联合王国   \n",
       "253                              None      英国（含北爱尔兰）   \n",
       "254                              None           北爱尔兰   \n",
       "255                              None            青海省   \n",
       "256                              None          西藏自治区   \n",
       "\n",
       "                             provinceEnglishName provinceShortName  \\\n",
       "0                                    Netherlands                荷兰   \n",
       "1                                         Russia               俄罗斯   \n",
       "2                                       Ethiopia             埃塞俄比亚   \n",
       "3                                        Germany                德国   \n",
       "4                                        Bolivia              玻利维亚   \n",
       "..                                           ...               ...   \n",
       "252  United Kingdom of Great Britain and Ireland     大不列颠及北爱尔兰联合王国   \n",
       "253                               United Kingdom         英国（含北爱尔兰）   \n",
       "254                             Northern Ireland              北爱尔兰   \n",
       "255                                      Qinghai                青海   \n",
       "256                                       Xizang                西藏   \n",
       "\n",
       "     currentConfirmedCount  confirmedCount  suspectedCount  curedCount  \\\n",
       "0                    29779           47574               0       11782   \n",
       "1                   236696          485235               0      242397   \n",
       "2                     1768            2156               0         361   \n",
       "3                     5542          184453               0      170200   \n",
       "4                    12745           13358               0         159   \n",
       "..                     ...             ...             ...         ...   \n",
       "252                     12              20               0           8   \n",
       "253                     12              20               0           8   \n",
       "254                      1               1               0           0   \n",
       "255                      0              18               0          18   \n",
       "256                      0               1               0           1   \n",
       "\n",
       "     deadCount comment                                             cities  \\\n",
       "0         6013                                                       None   \n",
       "1         6142                                                       None   \n",
       "2           27                                                       None   \n",
       "3         8711                                                       None   \n",
       "4          454                                                       None   \n",
       "..         ...     ...                                                ...   \n",
       "252          0                                                       None   \n",
       "253          0                                                       None   \n",
       "254          0                                                       None   \n",
       "255          0          [{'cityName': '西宁', 'currentConfirmedCount': 0...   \n",
       "256          0          [{'cityName': '拉萨', 'currentConfirmedCount': 0...   \n",
       "\n",
       "    updateTime  \n",
       "0      2020-06  \n",
       "1      2020-06  \n",
       "2      2020-06  \n",
       "3      2020-06  \n",
       "4      2020-06  \n",
       "..         ...  \n",
       "252    2020-02  \n",
       "253    2020-02  \n",
       "254    2020-02  \n",
       "255    2020-02  \n",
       "256    2020-02  \n",
       "\n",
       "[257 rows x 17 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['updateTime'] = pd.to_datetime(df['updateTime'].values, unit='ms')\n",
    "df['updateTime'] = df['updateTime'].apply(lambda x:x.strftime('%Y-%m'))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 257 entries, 0 to 256\n",
      "Data columns (total 17 columns):\n",
      " #   Column                 Non-Null Count  Dtype \n",
      "---  ------                 --------------  ----- \n",
      " 0   locationId             257 non-null    int64 \n",
      " 1   continentName          257 non-null    object\n",
      " 2   continentEnglishName   257 non-null    object\n",
      " 3   countryName            257 non-null    object\n",
      " 4   countryEnglishName     223 non-null    object\n",
      " 5   countryFullName        219 non-null    object\n",
      " 6   provinceName           257 non-null    object\n",
      " 7   provinceEnglishName    223 non-null    object\n",
      " 8   provinceShortName      257 non-null    object\n",
      " 9   currentConfirmedCount  257 non-null    int64 \n",
      " 10  confirmedCount         257 non-null    int64 \n",
      " 11  suspectedCount         257 non-null    int64 \n",
      " 12  curedCount             257 non-null    int64 \n",
      " 13  deadCount              257 non-null    int64 \n",
      " 14  comment                256 non-null    object\n",
      " 15  cities                 34 non-null     object\n",
      " 16  updateTime             257 non-null    object\n",
      "dtypes: int64(6), object(11)\n",
      "memory usage: 34.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 227 entries, 0 to 256\n",
      "Data columns (total 17 columns):\n",
      " #   Column                 Non-Null Count  Dtype \n",
      "---  ------                 --------------  ----- \n",
      " 0   locationId             227 non-null    int64 \n",
      " 1   continentName          227 non-null    object\n",
      " 2   continentEnglishName   227 non-null    object\n",
      " 3   countryName            227 non-null    object\n",
      " 4   countryEnglishName     193 non-null    object\n",
      " 5   countryFullName        218 non-null    object\n",
      " 6   provinceName           227 non-null    object\n",
      " 7   provinceEnglishName    193 non-null    object\n",
      " 8   provinceShortName      227 non-null    object\n",
      " 9   currentConfirmedCount  227 non-null    int64 \n",
      " 10  confirmedCount         227 non-null    int64 \n",
      " 11  suspectedCount         227 non-null    int64 \n",
      " 12  curedCount             227 non-null    int64 \n",
      " 13  deadCount              227 non-null    int64 \n",
      " 14  comment                227 non-null    object\n",
      " 15  cities                 5 non-null      object\n",
      " 16  updateTime             227 non-null    object\n",
      "dtypes: int64(6), object(11)\n",
      "memory usage: 31.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df1 = df.drop_duplicates(subset=['updateTime', 'countryName'], keep='last')\n",
    "df1.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>locationId</th>\n",
       "      <th>currentConfirmedCount</th>\n",
       "      <th>confirmedCount</th>\n",
       "      <th>suspectedCount</th>\n",
       "      <th>curedCount</th>\n",
       "      <th>deadCount</th>\n",
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       "    <tr>\n",
       "      <th>continentName</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>亚洲</th>\n",
       "      <td>44160305</td>\n",
       "      <td>523586</td>\n",
       "      <td>1316795</td>\n",
       "      <td>397</td>\n",
       "      <td>762116</td>\n",
       "      <td>31093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他</th>\n",
       "      <td>0</td>\n",
       "      <td>146</td>\n",
       "      <td>733</td>\n",
       "      <td>0</td>\n",
       "      <td>574</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>北美洲</th>\n",
       "      <td>20431108</td>\n",
       "      <td>1426231</td>\n",
       "      <td>2241009</td>\n",
       "      <td>0</td>\n",
       "      <td>680336</td>\n",
       "      <td>134442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>南美洲</th>\n",
       "      <td>10703066</td>\n",
       "      <td>643634</td>\n",
       "      <td>1157252</td>\n",
       "      <td>0</td>\n",
       "      <td>463084</td>\n",
       "      <td>50534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大洋洲</th>\n",
       "      <td>3960019</td>\n",
       "      <td>568</td>\n",
       "      <td>8752</td>\n",
       "      <td>4</td>\n",
       "      <td>8053</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>欧洲</th>\n",
       "      <td>41429266</td>\n",
       "      <td>834886</td>\n",
       "      <td>2068741</td>\n",
       "      <td>0</td>\n",
       "      <td>1054669</td>\n",
       "      <td>179186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>非洲</th>\n",
       "      <td>47184328</td>\n",
       "      <td>112116</td>\n",
       "      <td>198200</td>\n",
       "      <td>0</td>\n",
       "      <td>80701</td>\n",
       "      <td>5383</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               locationId  currentConfirmedCount  confirmedCount  \\\n",
       "continentName                                                      \n",
       "亚洲               44160305                 523586         1316795   \n",
       "其他                      0                    146             733   \n",
       "北美洲              20431108                1426231         2241009   \n",
       "南美洲              10703066                 643634         1157252   \n",
       "大洋洲               3960019                    568            8752   \n",
       "欧洲               41429266                 834886         2068741   \n",
       "非洲               47184328                 112116          198200   \n",
       "\n",
       "               suspectedCount  curedCount  deadCount  \n",
       "continentName                                         \n",
       "亚洲                        397      762116      31093  \n",
       "其他                          0         574         13  \n",
       "北美洲                         0      680336     134442  \n",
       "南美洲                         0      463084      50534  \n",
       "大洋洲                         4        8053        131  \n",
       "欧洲                          0     1054669     179186  \n",
       "非洲                          0       80701       5383  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2 = df1.groupby(['continentName']).sum()\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = df2.drop('locationId', axis=1).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>continentName</th>\n",
       "      <th>currentConfirmedCount</th>\n",
       "      <th>confirmedCount</th>\n",
       "      <th>suspectedCount</th>\n",
       "      <th>curedCount</th>\n",
       "      <th>deadCount</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>亚洲</td>\n",
       "      <td>523586</td>\n",
       "      <td>1316795</td>\n",
       "      <td>397</td>\n",
       "      <td>762116</td>\n",
       "      <td>31093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>其他</td>\n",
       "      <td>146</td>\n",
       "      <td>733</td>\n",
       "      <td>0</td>\n",
       "      <td>574</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北美洲</td>\n",
       "      <td>1426231</td>\n",
       "      <td>2241009</td>\n",
       "      <td>0</td>\n",
       "      <td>680336</td>\n",
       "      <td>134442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>南美洲</td>\n",
       "      <td>643634</td>\n",
       "      <td>1157252</td>\n",
       "      <td>0</td>\n",
       "      <td>463084</td>\n",
       "      <td>50534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>大洋洲</td>\n",
       "      <td>568</td>\n",
       "      <td>8752</td>\n",
       "      <td>4</td>\n",
       "      <td>8053</td>\n",
       "      <td>131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>欧洲</td>\n",
       "      <td>834886</td>\n",
       "      <td>2068741</td>\n",
       "      <td>0</td>\n",
       "      <td>1054669</td>\n",
       "      <td>179186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>非洲</td>\n",
       "      <td>112116</td>\n",
       "      <td>198200</td>\n",
       "      <td>0</td>\n",
       "      <td>80701</td>\n",
       "      <td>5383</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  continentName  currentConfirmedCount  confirmedCount  suspectedCount  \\\n",
       "0            亚洲                 523586         1316795             397   \n",
       "1            其他                    146             733               0   \n",
       "2           北美洲                1426231         2241009               0   \n",
       "3           南美洲                 643634         1157252               0   \n",
       "4           大洋洲                    568            8752               4   \n",
       "5            欧洲                 834886         2068741               0   \n",
       "6            非洲                 112116          198200               0   \n",
       "\n",
       "   curedCount  deadCount  \n",
       "0      762116      31093  \n",
       "1         574         13  \n",
       "2      680336     134442  \n",
       "3      463084      50534  \n",
       "4        8053        131  \n",
       "5     1054669     179186  \n",
       "6       80701       5383  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fb851a09410>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"font.family\"]=\"AR PL UKai CN\" # 根据系统的字体来显示避免乱码\n",
    "sns.catplot(x=\"continentName\", y=\"confirmedCount\", kind=\"bar\", data=df3).set(title = '各洲确诊数量')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fb8507d9fd0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"continentName\", y=\"curedCount\", kind=\"bar\", data=df3).set(title = '各洲治愈数量')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7fb850759d50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"continentName\", y=\"deadCount\", kind=\"bar\", data=df3).set(title = '各洲死亡数量')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb8506e3e90>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3.plot(x=\"continentName\", kind=\"bar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>locationId</th>\n",
       "      <th>continentName</th>\n",
       "      <th>continentEnglishName</th>\n",
       "      <th>countryName</th>\n",
       "      <th>countryEnglishName</th>\n",
       "      <th>countryFullName</th>\n",
       "      <th>provinceName</th>\n",
       "      <th>provinceEnglishName</th>\n",
       "      <th>provinceShortName</th>\n",
       "      <th>currentConfirmedCount</th>\n",
       "      <th>confirmedCount</th>\n",
       "      <th>suspectedCount</th>\n",
       "      <th>curedCount</th>\n",
       "      <th>deadCount</th>\n",
       "      <th>comment</th>\n",
       "      <th>cities</th>\n",
       "      <th>updateTime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>961006</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>荷兰</td>\n",
       "      <td>29779</td>\n",
       "      <td>47574</td>\n",
       "      <td>0</td>\n",
       "      <td>11782</td>\n",
       "      <td>6013</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>964006</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>Russia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>Russia</td>\n",
       "      <td>俄罗斯</td>\n",
       "      <td>236696</td>\n",
       "      <td>485235</td>\n",
       "      <td>0</td>\n",
       "      <td>242397</td>\n",
       "      <td>6142</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>985004</td>\n",
       "      <td>非洲</td>\n",
       "      <td>Africa</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>埃塞俄比亚</td>\n",
       "      <td>1768</td>\n",
       "      <td>2156</td>\n",
       "      <td>0</td>\n",
       "      <td>361</td>\n",
       "      <td>27</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>963003</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>德国</td>\n",
       "      <td>Germany</td>\n",
       "      <td>Germany</td>\n",
       "      <td>德国</td>\n",
       "      <td>Germany</td>\n",
       "      <td>德国</td>\n",
       "      <td>5542</td>\n",
       "      <td>184453</td>\n",
       "      <td>0</td>\n",
       "      <td>170200</td>\n",
       "      <td>8711</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>973002</td>\n",
       "      <td>南美洲</td>\n",
       "      <td>South America</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>Bolivia (Plurinational State of)</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>Bolivia</td>\n",
       "      <td>玻利维亚</td>\n",
       "      <td>12745</td>\n",
       "      <td>13358</td>\n",
       "      <td>0</td>\n",
       "      <td>159</td>\n",
       "      <td>454</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>650000</td>\n",
       "      <td>亚洲</td>\n",
       "      <td>Asia</td>\n",
       "      <td>中国</td>\n",
       "      <td>China</td>\n",
       "      <td>None</td>\n",
       "      <td>新疆维吾尔自治区</td>\n",
       "      <td>Xinjiang</td>\n",
       "      <td>新疆</td>\n",
       "      <td>0</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>73</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>[{'cityName': '乌鲁木齐', 'currentConfirmedCount':...</td>\n",
       "      <td>2020-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>0</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>大不列颠及北爱尔兰联合王国</td>\n",
       "      <td>United Kingdom of Great Britain and Ireland</td>\n",
       "      <td>None</td>\n",
       "      <td>大不列颠及北爱尔兰联合王国</td>\n",
       "      <td>United Kingdom of Great Britain and Ireland</td>\n",
       "      <td>大不列颠及北爱尔兰联合王国</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>0</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>英国（含北爱尔兰）</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>None</td>\n",
       "      <td>英国（含北爱尔兰）</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>英国（含北爱尔兰）</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>0</td>\n",
       "      <td>欧洲</td>\n",
       "      <td>Europe</td>\n",
       "      <td>北爱尔兰</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>None</td>\n",
       "      <td>北爱尔兰</td>\n",
       "      <td>Northern Ireland</td>\n",
       "      <td>北爱尔兰</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>None</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>540000</td>\n",
       "      <td>亚洲</td>\n",
       "      <td>Asia</td>\n",
       "      <td>中国</td>\n",
       "      <td>China</td>\n",
       "      <td>None</td>\n",
       "      <td>西藏自治区</td>\n",
       "      <td>Xizang</td>\n",
       "      <td>西藏</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>[{'cityName': '拉萨', 'currentConfirmedCount': 0...</td>\n",
       "      <td>2020-02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>227 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     locationId continentName continentEnglishName    countryName  \\\n",
       "0        961006            欧洲               Europe             荷兰   \n",
       "1        964006            欧洲               Europe            俄罗斯   \n",
       "2        985004            非洲               Africa          埃塞俄比亚   \n",
       "3        963003            欧洲               Europe             德国   \n",
       "4        973002           南美洲        South America           玻利维亚   \n",
       "..          ...           ...                  ...            ...   \n",
       "251      650000            亚洲                 Asia             中国   \n",
       "252           0            欧洲               Europe  大不列颠及北爱尔兰联合王国   \n",
       "253           0            欧洲               Europe      英国（含北爱尔兰）   \n",
       "254           0            欧洲               Europe           北爱尔兰   \n",
       "256      540000            亚洲                 Asia             中国   \n",
       "\n",
       "                              countryEnglishName  \\\n",
       "0                                    Netherlands   \n",
       "1                                         Russia   \n",
       "2                                       Ethiopia   \n",
       "3                                        Germany   \n",
       "4                                        Bolivia   \n",
       "..                                           ...   \n",
       "251                                        China   \n",
       "252  United Kingdom of Great Britain and Ireland   \n",
       "253                               United Kingdom   \n",
       "254                             Northern Ireland   \n",
       "256                                        China   \n",
       "\n",
       "                      countryFullName   provinceName  \\\n",
       "0                         Netherlands             荷兰   \n",
       "1                  Russian Federation            俄罗斯   \n",
       "2                            Ethiopia          埃塞俄比亚   \n",
       "3                             Germany             德国   \n",
       "4    Bolivia (Plurinational State of)           玻利维亚   \n",
       "..                                ...            ...   \n",
       "251                              None       新疆维吾尔自治区   \n",
       "252                              None  大不列颠及北爱尔兰联合王国   \n",
       "253                              None      英国（含北爱尔兰）   \n",
       "254                              None           北爱尔兰   \n",
       "256                              None          西藏自治区   \n",
       "\n",
       "                             provinceEnglishName provinceShortName  \\\n",
       "0                                    Netherlands                荷兰   \n",
       "1                                         Russia               俄罗斯   \n",
       "2                                       Ethiopia             埃塞俄比亚   \n",
       "3                                        Germany                德国   \n",
       "4                                        Bolivia              玻利维亚   \n",
       "..                                           ...               ...   \n",
       "251                                     Xinjiang                新疆   \n",
       "252  United Kingdom of Great Britain and Ireland     大不列颠及北爱尔兰联合王国   \n",
       "253                               United Kingdom         英国（含北爱尔兰）   \n",
       "254                             Northern Ireland              北爱尔兰   \n",
       "256                                       Xizang                西藏   \n",
       "\n",
       "     currentConfirmedCount  confirmedCount  suspectedCount  curedCount  \\\n",
       "0                    29779           47574               0       11782   \n",
       "1                   236696          485235               0      242397   \n",
       "2                     1768            2156               0         361   \n",
       "3                     5542          184453               0      170200   \n",
       "4                    12745           13358               0         159   \n",
       "..                     ...             ...             ...         ...   \n",
       "251                      0              76               0          73   \n",
       "252                     12              20               0           8   \n",
       "253                     12              20               0           8   \n",
       "254                      1               1               0           0   \n",
       "256                      0               1               0           1   \n",
       "\n",
       "     deadCount comment                                             cities  \\\n",
       "0         6013                                                       None   \n",
       "1         6142                                                       None   \n",
       "2           27                                                       None   \n",
       "3         8711                                                       None   \n",
       "4          454                                                       None   \n",
       "..         ...     ...                                                ...   \n",
       "251          3          [{'cityName': '乌鲁木齐', 'currentConfirmedCount':...   \n",
       "252          0                                                       None   \n",
       "253          0                                                       None   \n",
       "254          0                                                       None   \n",
       "256          0          [{'cityName': '拉萨', 'currentConfirmedCount': 0...   \n",
       "\n",
       "    updateTime  \n",
       "0      2020-06  \n",
       "1      2020-06  \n",
       "2      2020-06  \n",
       "3      2020-06  \n",
       "4      2020-06  \n",
       "..         ...  \n",
       "251    2020-03  \n",
       "252    2020-02  \n",
       "253    2020-02  \n",
       "254    2020-02  \n",
       "256    2020-02  \n",
       "\n",
       "[227 rows x 17 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-55-177e0dcca080>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<ipython-input-55-177e0dcca080>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m    df_country = df1.loc[(df1['countryName'] == df1['provinceShortName']) && df1['updateTime']=='2020-06'].reset_index()\u001b[0m\n\u001b[0m                                                                           ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "df_country = df1.loc[df1['countryName'] == df1['provinceShortName']].reset_index()\n",
    "df_country = pd.DataFrame(df_country, columns=['countryName', 'confirmedCount', 'updateTime'])\n",
    "df_country.sort_values(by='confirmedCount')\n",
    "df_country.tail(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb8502233d0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='updateTime', y='confirmedCount', hue='countryName', data=df_country)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
